This week's assignments will guide you through the following topics:
- Optimizing multiple objective functions simultaneously
- Adversarial neural networks
Please read the following:
- Ref. {cite:p}
Louppe:2016ylz - Ref. {cite:p}
ganin2014unsupervised - Ref. {cite:p}
Sirunyan:2019nfw
Complete the following tasks:
- Run through notebook 07-objectives.ipynb
- Try implementing a gradient reversal layer
Answer the following questions
- What are some of the hyperparamters you have to tune when optimizing multiple objective functions?
- Describe a setup to use an adversarial neural network to minimize dependence on data-simulation differences.